Enhancing DNN-Based Binary Code Function Search With Low-Cost Equivalence Checking

Author:

Wang Huaijin1ORCID,Ma Pingchuan1,Yuan Yuanyuan1ORCID,Liu Zhibo1ORCID,Wang Shuai1ORCID,Tang Qiyi2,Nie Sen2,Wu Shi2

Affiliation:

1. Department of Computer Science and Engineering, HKUST, Kowloon, Hong Kong

2. Tencent Security Keen Lab, Shenzhen, Guangdong, China

Funder

Bridge Gap Fund of TTC/HKUST

CCF-Tencent Open Research Fund

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Software

Reference90 articles.

1. Neural code comprehension: A learnable representation of code semantics;ben-nun;Proc 32nd Int Conf Neural Inf Process Syst,2018

2. Neural message passing for quantum chemistry;gilmer,2017

3. word2vec explained: Deriving mikolov et al.’s negative-sampling word-embedding method;goldberg,2014

4. Order Matters: Semantic-Aware Neural Networks for Binary Code Similarity Detection

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1. BinAug: Enhancing Binary Similarity Analysis with Low-Cost Input Repairing;Proceedings of the 46th IEEE/ACM International Conference on Software Engineering;2024-02-06

2. CCTEST: Testing and Repairing Code Completion Systems;2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE);2023-05

3. Khaos: The Impact of Inter-procedural Code Obfuscation on Binary Diffing Techniques;Proceedings of the 21st ACM/IEEE International Symposium on Code Generation and Optimization;2023-02-17

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